Pandas Profiling Report

Dataset statistics

Number of variables	18
Number of observations	12811
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.5 MiB
Average record size in memory	120.0 B

Variable types

Numeric	13
Categorical	5

Alerts

`Alpha1` is highly overall correlated with `Alpha2` and 5 other fields	High correlation
`Alpha2` is highly overall correlated with `Alpha1` and 6 other fields	High correlation
`Beta1` is highly overall correlated with `Alpha1` and 6 other fields	High correlation
`Beta2` is highly overall correlated with `Alpha1` and 5 other fields	High correlation
`Delta` is highly overall correlated with `Alpha1` and 4 other fields	High correlation
`Gamma1` is highly overall correlated with `Alpha1` and 6 other fields	High correlation
`Gamma2` is highly overall correlated with `Alpha2` and 3 other fields	High correlation
`SubjectID` is highly overall correlated with `age` and 2 other fields	High correlation
`Theta` is highly overall correlated with `Alpha1` and 5 other fields	High correlation
`VideoID` is highly overall correlated with `predefinedlabel`	High correlation
`age` is highly overall correlated with `SubjectID` and 2 other fields	High correlation
`ethnicity` is highly overall correlated with `SubjectID` and 1 other fields	High correlation
`gender` is highly overall correlated with `SubjectID` and 1 other fields	High correlation
`predefinedlabel` is highly overall correlated with `VideoID`	High correlation
`SubjectID` has 1261 (9.8%) zeros	Zeros
`VideoID` has 1181 (9.2%) zeros	Zeros
`Attention` has 1423 (11.1%) zeros	Zeros
`Mediation` has 1423 (11.1%) zeros	Zeros

Reproduction

Analysis started	2024-11-26 05:58:42.968689
Analysis finished	2024-11-26 05:59:02.837527
Duration	19.87 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

SubjectID
Real number (ℝ)

High correlation Zeros

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4873936

Minimum	0
Maximum	9
Zeros	1261
Zeros (%)	9.8%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	7
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.8653726
Coefficient of variation (CV)	0.63853828
Kurtosis	-1.2221488
Mean	4.4873936
Median Absolute Deviation (MAD)	2
Skewness	0.0096318925
Sum	57488
Variance	8.2103602
Monotonicity	Increasing

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3	1314	10.3%
1	1301	10.2%
4	1295	10.1%
2	1284	10.0%
8	1282	10.0%
7	1276	10.0%
6	1275	10.0%
5	1262	9.9%
0	1261	9.8%
9	1261	9.8%

Value	Count	Frequency (%)
0	1261	9.8%
1	1301	10.2%
2	1284	10.0%
3	1314	10.3%
4	1295	10.1%
5	1262	9.9%
6	1275	10.0%
7	1276	10.0%
8	1282	10.0%
9	1261	9.8%

Value	Count	Frequency (%)
9	1261	9.8%
8	1282	10.0%
7	1276	10.0%
6	1275	10.0%
5	1262	9.9%
4	1295	10.1%
3	1314	10.3%
2	1284	10.0%
1	1301	10.2%
0	1261	9.8%

VideoID
Real number (ℝ)

High correlation Zeros

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.5752088

Minimum	0
Maximum	9
Zeros	1181
Zeros (%)	9.2%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	7
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.8422524
Coefficient of variation (CV)	0.621229
Kurtosis	-1.2093625
Mean	4.5752088
Median Absolute Deviation (MAD)	2
Skewness	-0.03706566
Sum	58613
Variance	8.0783986
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	1414	11.0%
8	1412	11.0%
2	1356	10.6%
4	1281	10.0%
7	1280	10.0%
6	1274	9.9%
9	1230	9.6%
1	1206	9.4%
0	1181	9.2%
3	1177	9.2%

Value	Count	Frequency (%)
0	1181	9.2%
1	1206	9.4%
2	1356	10.6%
3	1177	9.2%
4	1281	10.0%
5	1414	11.0%
6	1274	9.9%
7	1280	10.0%
8	1412	11.0%
9	1230	9.6%

Value	Count	Frequency (%)
9	1230	9.6%
8	1412	11.0%
7	1280	10.0%
6	1274	9.9%
5	1414	11.0%
4	1281	10.0%
3	1177	9.2%
2	1356	10.6%
1	1206	9.4%
0	1181	9.2%

Attention
Real number (ℝ)

Zeros

Distinct	61
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41.313871

Minimum	0
Maximum	100
Zeros	1423
Zeros (%)	11.1%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	27
median	43
Q3	57
95-th percentile	78
Maximum	100
Range	100
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	23.152953
Coefficient of variation (CV)	0.56041598
Kurtosis	-0.52728153
Mean	41.313871
Median Absolute Deviation (MAD)	16
Skewness	-0.1688562
Sum	529272
Variance	536.05924
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1423	11.1%
43	407	3.2%
41	396	3.1%
38	392	3.1%
48	390	3.0%
44	385	3.0%
51	385	3.0%
40	379	3.0%
47	367	2.9%
54	358	2.8%
Other values (51)	7929	61.9%

Value	Count	Frequency (%)
0	1423	11.1%
1	88	0.7%
3	17	0.1%
4	42	0.3%
7	29	0.2%
8	54	0.4%
10	62	0.5%
11	74	0.6%
13	84	0.7%
14	119	0.9%

Value	Count	Frequency (%)
100	42	0.3%
97	14	0.1%
96	8	0.1%
94	17	0.1%
93	23	0.2%
91	36	0.3%
90	34	0.3%
88	40	0.3%
87	47	0.4%
84	56	0.4%

Mediation
Real number (ℝ)

Zeros

Distinct	61
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.182656

Minimum	0
Maximum	100
Zeros	1423
Zeros (%)	11.1%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	37
median	51
Q3	63
95-th percentile	78
Maximum	100
Range	100
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	22.655976
Coefficient of variation (CV)	0.48017594
Kurtosis	-0.023759349
Mean	47.182656
Median Absolute Deviation (MAD)	13
Skewness	-0.67986376
Sum	604457
Variance	513.29325
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1423	11.1%
51	502	3.9%
56	500	3.9%
48	476	3.7%
53	469	3.7%
54	455	3.6%
57	454	3.5%
50	454	3.5%
47	436	3.4%
63	426	3.3%
Other values (51)	7216	56.3%

Value	Count	Frequency (%)
0	1423	11.1%
1	22	0.2%
3	6	< 0.1%
4	14	0.1%
7	13	0.1%
8	16	0.1%
10	18	0.1%
11	21	0.2%
13	25	0.2%
14	47	0.4%

Value	Count	Frequency (%)
100	23	0.2%
97	9	0.1%
96	8	0.1%
94	19	0.1%
93	19	0.1%
91	25	0.2%
90	39	0.3%
88	44	0.3%
87	60	0.5%
84	78	0.6%

Raw
Real number (ℝ)

Distinct	1104
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65.57076

Minimum	-2048
Maximum	2047
Zeros	57
Zeros (%)	0.4%
Negative	3939
Negative (%)	30.7%
Memory size	100.2 KiB

Quantile statistics

Minimum	-2048
5-th percentile	-300
Q1	-14
median	35
Q3	90
95-th percentile	1371
Maximum	2047
Range	4095
Interquartile range (IQR)	104

Descriptive statistics

Standard deviation	597.92104
Coefficient of variation (CV)	9.1187145
Kurtosis	7.6600038
Mean	65.57076
Median Absolute Deviation (MAD)	53
Skewness	0.2696119
Sum	840027
Variance	357509.56
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2047	501	3.9%
-2048	382	3.0%
38	109	0.9%
35	103	0.8%
53	103	0.8%
33	101	0.8%
43	100	0.8%
57	96	0.7%
27	96	0.7%
42	95	0.7%
Other values (1094)	11125	86.8%

Value	Count	Frequency (%)
-2048	382	3.0%
-2047	2	< 0.1%
-2043	1	< 0.1%
-2039	1	< 0.1%
-2028	2	< 0.1%
-2004	1	< 0.1%
-1998	1	< 0.1%
-1978	1	< 0.1%
-1958	1	< 0.1%
-1953	1	< 0.1%

Value	Count	Frequency (%)
2047	501	3.9%
2046	1	< 0.1%
2045	1	< 0.1%
2044	2	< 0.1%
2043	1	< 0.1%
2042	1	< 0.1%
2041	1	< 0.1%
2039	1	< 0.1%
2037	3	< 0.1%
2034	1	< 0.1%

Delta
Real number (ℝ)

High correlation

Distinct	12280
Distinct (%)	95.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	605785.26

Minimum	448
Maximum	3964663
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	448
5-th percentile	6086.5
Q1	98064
median	395487
Q3	916623
95-th percentile	1945866
Maximum	3964663
Range	3964215
Interquartile range (IQR)	818559

Descriptive statistics

Standard deviation	637623.56
Coefficient of variation (CV)	1.0525571
Kurtosis	1.8460076
Mean	605785.26
Median Absolute Deviation (MAD)	355506
Skewness	1.395603
Sum	7.760715 × 10⁹
Variance	4.0656381 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3660	3	< 0.1%
6904	3	< 0.1%
574519	3	< 0.1%
602523	3	< 0.1%
825027	3	< 0.1%
445929	2	< 0.1%
1705012	2	< 0.1%
157030	2	< 0.1%
9428	2	< 0.1%
191050	2	< 0.1%
Other values (12270)	12786	99.8%

Value	Count	Frequency (%)
448	1	< 0.1%
463	1	< 0.1%
480	1	< 0.1%
482	1	< 0.1%
536	1	< 0.1%
633	1	< 0.1%
676	1	< 0.1%
861	1	< 0.1%
889	1	< 0.1%
902	1	< 0.1%

Value	Count	Frequency (%)
3964663	1	< 0.1%
3958185	1	< 0.1%
3913892	1	< 0.1%
3777001	1	< 0.1%
3732103	1	< 0.1%
3726189	1	< 0.1%
3704955	1	< 0.1%
3679817	1	< 0.1%
3674575	1	< 0.1%
3654692	1	< 0.1%

Theta
Real number (ℝ)

High correlation

Distinct	12070
Distinct (%)	94.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	168052.6

Minimum	17
Maximum	3007802
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	17
5-th percentile	7197
Q1	26917.5
median	81331
Q3	205276
95-th percentile	619673.5
Maximum	3007802
Range	3007785
Interquartile range (IQR)	178358.5

Descriptive statistics

Standard deviation	244134.57
Coefficient of variation (CV)	1.4527271
Kurtosis	17.141761
Mean	168052.6
Median Absolute Deviation (MAD)	65031
Skewness	3.4689347
Sum	2.1529219 × 10⁹
Variance	5.9601688 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
116851	4	< 0.1%
41729	4	< 0.1%
16494	3	< 0.1%
67143	3	< 0.1%
72675	3	< 0.1%
12595	3	< 0.1%
33117	3	< 0.1%
15732	3	< 0.1%
6516	3	< 0.1%
111295	3	< 0.1%
Other values (12060)	12779	99.8%

Value	Count	Frequency (%)
17	1	< 0.1%
25	1	< 0.1%
121	1	< 0.1%
694	1	< 0.1%
1068	1	< 0.1%
1074	1	< 0.1%
1095	1	< 0.1%
1136	1	< 0.1%
1172	1	< 0.1%
1202	1	< 0.1%

Value	Count	Frequency (%)
3007802	1	< 0.1%
2567643	1	< 0.1%
2474642	1	< 0.1%
2417589	1	< 0.1%
2321736	1	< 0.1%
2260305	1	< 0.1%
2246933	1	< 0.1%
2145701	1	< 0.1%
2145547	1	< 0.1%
2085085	1	< 0.1%

Alpha1
Real number (ℝ)

High correlation

Distinct	11140
Distinct (%)	87.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41384.351

Minimum	2
Maximum	1369955
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	2
5-th percentile	1895
Q1	6838
median	17500
Q3	44779.5
95-th percentile	159805.5
Maximum	1369955
Range	1369953
Interquartile range (IQR)	37941.5

Descriptive statistics

Standard deviation	72430.815
Coefficient of variation (CV)	1.7501982
Kurtosis	51.795907
Mean	41384.351
Median Absolute Deviation (MAD)	13016
Skewness	5.5575303
Sum	5.3017492 × 10⁸
Variance	5.246223 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13869	5	< 0.1%
4303	4	< 0.1%
908	4	< 0.1%
5752	4	< 0.1%
13522	4	< 0.1%
4028	4	< 0.1%
8899	4	< 0.1%
41555	4	< 0.1%
1830	4	< 0.1%
2997	4	< 0.1%
Other values (11130)	12770	99.7%

Value	Count	Frequency (%)
2	1	< 0.1%
3	1	< 0.1%
25	1	< 0.1%
73	1	< 0.1%
75	1	< 0.1%
77	2	< 0.1%
91	1	< 0.1%
134	1	< 0.1%
146	1	< 0.1%
162	1	< 0.1%

Value	Count	Frequency (%)
1369955	1	< 0.1%
1317733	1	< 0.1%
1143171	1	< 0.1%
1089428	1	< 0.1%
992457	1	< 0.1%
908710	1	< 0.1%
878352	1	< 0.1%
853451	1	< 0.1%
850147	2	< 0.1%
843805	1	< 0.1%

Alpha2
Real number (ℝ)

High correlation

Distinct	10910
Distinct (%)	85.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33183.393

Minimum	2
Maximum	1016913
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	2
5-th percentile	2264
Q1	6852
median	14959
Q3	34550.5
95-th percentile	125765
Maximum	1016913
Range	1016911
Interquartile range (IQR)	27698.5

Descriptive statistics

Standard deviation	58314.101
Coefficient of variation (CV)	1.7573278
Kurtosis	50.355536
Mean	33183.393
Median Absolute Deviation (MAD)	10120
Skewness	5.7190443
Sum	4.2511245 × 10⁸
Variance	3.4005343 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3591	6	< 0.1%
7625	5	< 0.1%
3549	5	< 0.1%
10571	4	< 0.1%
6620	4	< 0.1%
6959	4	< 0.1%
11556	4	< 0.1%
14947	4	< 0.1%
2466	4	< 0.1%
7276	4	< 0.1%
Other values (10900)	12767	99.7%

Value	Count	Frequency (%)
2	1	< 0.1%
10	1	< 0.1%
167	1	< 0.1%
200	1	< 0.1%
205	1	< 0.1%
247	2	< 0.1%
298	2	< 0.1%
317	1	< 0.1%
330	1	< 0.1%
353	1	< 0.1%

Value	Count	Frequency (%)
1016913	1	< 0.1%
866385	1	< 0.1%
854767	1	< 0.1%
851452	1	< 0.1%
812503	1	< 0.1%
786017	1	< 0.1%
769206	1	< 0.1%
722970	1	< 0.1%
721342	1	< 0.1%
710261	1	< 0.1%

Beta1
Real number (ℝ)

High correlation

Distinct	10583
Distinct (%)	82.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24318.369

Minimum	3
Maximum	1067778
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	3
5-th percentile	2208.5
Q1	6140
median	12818
Q3	27406
95-th percentile	81317
Maximum	1067778
Range	1067775
Interquartile range (IQR)	21266

Descriptive statistics

Standard deviation	38379.685
Coefficient of variation (CV)	1.5782179
Kurtosis	97.052498
Mean	24318.369
Median Absolute Deviation (MAD)	8273
Skewness	6.9014649
Sum	3.1154262 × 10⁸
Variance	1.4730002 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5171	6	< 0.1%
4331	6	< 0.1%
18938	5	< 0.1%
9773	5	< 0.1%
4612	5	< 0.1%
3130	5	< 0.1%
3406	5	< 0.1%
2266	4	< 0.1%
6365	4	< 0.1%
3536	4	< 0.1%
Other values (10573)	12762	99.6%

Value	Count	Frequency (%)
3	2	< 0.1%
157	1	< 0.1%
200	1	< 0.1%
207	1	< 0.1%
248	1	< 0.1%
254	1	< 0.1%
268	1	< 0.1%
279	1	< 0.1%
286	1	< 0.1%
289	1	< 0.1%

Value	Count	Frequency (%)
1067778	1	< 0.1%
840994	1	< 0.1%
728671	1	< 0.1%
621353	1	< 0.1%
550382	1	< 0.1%
493346	1	< 0.1%
473048	1	< 0.1%
426485	1	< 0.1%
424108	1	< 0.1%
420782	1	< 0.1%

Beta2
Real number (ℝ)

High correlation

Distinct	10936
Distinct (%)	85.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38144.33

Minimum	2
Maximum	1645369
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	2
5-th percentile	2792.5
Q1	7358.5
median	15810
Q3	35494
95-th percentile	145382
Maximum	1645369
Range	1645367
Interquartile range (IQR)	28135.5

Descriptive statistics

Standard deviation	79066.056
Coefficient of variation (CV)	2.0728128
Kurtosis	84.398796
Mean	38144.33
Median Absolute Deviation (MAD)	10415
Skewness	7.332437
Sum	4.8866702 × 10⁸
Variance	6.2514413 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18233	5	< 0.1%
3926	5	< 0.1%
4436	5	< 0.1%
13860	5	< 0.1%
4704	5	< 0.1%
15745	4	< 0.1%
5975	4	< 0.1%
11602	4	< 0.1%
21231	4	< 0.1%
3961	4	< 0.1%
Other values (10926)	12766	99.6%

Value	Count	Frequency (%)
2	1	< 0.1%
4	1	< 0.1%
130	1	< 0.1%
183	1	< 0.1%
253	1	< 0.1%
304	1	< 0.1%
406	1	< 0.1%
431	1	< 0.1%
504	1	< 0.1%
519	1	< 0.1%

Value	Count	Frequency (%)
1645369	1	< 0.1%
1573045	1	< 0.1%
1369260	1	< 0.1%
1343525	1	< 0.1%
1244467	1	< 0.1%
1221186	1	< 0.1%
1186654	1	< 0.1%
1160359	1	< 0.1%
1134229	1	< 0.1%
1083461	1	< 0.1%

Gamma1
Real number (ℝ)

High correlation

Distinct	10197
Distinct (%)	79.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29592.553

Minimum	1
Maximum	1972506
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1312.5
Q1	4058
median	9763
Q3	24888
95-th percentile	111699.5
Maximum	1972506
Range	1972505
Interquartile range (IQR)	20830

Descriptive statistics

Standard deviation	79826.367
Coefficient of variation (CV)	2.6975154
Kurtosis	181.88145
Mean	29592.553
Median Absolute Deviation (MAD)	6980
Skewness	10.897155
Sum	3.7911019 × 10⁸
Variance	6.3722489 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2986	5	< 0.1%
2466	5	< 0.1%
2389	5	< 0.1%
2447	5	< 0.1%
4243	5	< 0.1%
987	5	< 0.1%
3099	5	< 0.1%
7453	5	< 0.1%
2286	5	< 0.1%
4545	5	< 0.1%
Other values (10187)	12761	99.6%

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
53	1	< 0.1%
83	1	< 0.1%
119	1	< 0.1%
120	1	< 0.1%
136	1	< 0.1%
139	1	< 0.1%
145	1	< 0.1%
168	1	< 0.1%

Value	Count	Frequency (%)
1972506	1	< 0.1%
1856755	1	< 0.1%
1796532	1	< 0.1%
1741005	1	< 0.1%
1696053	1	< 0.1%
1603495	1	< 0.1%
1582437	1	< 0.1%
1538471	1	< 0.1%
1497096	1	< 0.1%
1364640	1	< 0.1%

Gamma2
Real number (ℝ)

High correlation

Distinct	8901
Distinct (%)	69.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14415.973

Minimum	2
Maximum	1348117
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	2
5-th percentile	632
Q1	2167.5
median	5116
Q3	12669.5
95-th percentile	60828.5
Maximum	1348117
Range	1348115
Interquartile range (IQR)	10502

Descriptive statistics

Standard deviation	36035.232
Coefficient of variation (CV)	2.499674
Kurtosis	291.16325
Mean	14415.973
Median Absolute Deviation (MAD)	3656
Skewness	12.559633
Sum	1.8468303 × 10⁸
Variance	1.298538 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
937	8	0.1%
1240	8	0.1%
408	7	0.1%
1646	7	0.1%
1308	7	0.1%
1006	7	0.1%
2232	6	< 0.1%
851	6	< 0.1%
3229	6	< 0.1%
2381	6	< 0.1%
Other values (8891)	12743	99.5%

Value	Count	Frequency (%)
2	1	< 0.1%
5	1	< 0.1%
38	1	< 0.1%
39	1	< 0.1%
50	1	< 0.1%
52	1	< 0.1%
57	1	< 0.1%
60	1	< 0.1%
65	1	< 0.1%
70	1	< 0.1%

Value	Count	Frequency (%)
1348117	1	< 0.1%
1013067	1	< 0.1%
885142	1	< 0.1%
750049	1	< 0.1%
708812	1	< 0.1%
695479	1	< 0.1%
631103	1	< 0.1%
630355	1	< 0.1%
551132	1	< 0.1%
501586	1	< 0.1%

predefinedlabel
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	100.2 KiB

0	6662
1	6149

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	12811
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	6662	52.0%
1	6149	48.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	6662	52.0%
1	6149	48.0%

Most occurring characters

Value	Count	Frequency (%)
0	6662	52.0%
1	6149	48.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	12811	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	6662	52.0%
1	6149	48.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	12811	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	6662	52.0%
1	6149	48.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12811	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	6662	52.0%
1	6149	48.0%

confused
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	100.2 KiB

1	6567
0	6244

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	12811
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
1	6567	51.3%
0	6244	48.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	6567	51.3%
0	6244	48.7%

Most occurring characters

Value	Count	Frequency (%)
1	6567	51.3%
0	6244	48.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	12811	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	6567	51.3%
0	6244	48.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	12811	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	6567	51.3%
0	6244	48.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12811	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	6567	51.3%
0	6244	48.7%

age
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	100.2 KiB

24	6394
25	3819
28	1314
31	1284

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	25622
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	25
2nd row	25
3rd row	25
4th row	25
5th row	25

Common Values

Value	Count	Frequency (%)
24	6394	49.9%
25	3819	29.8%
28	1314	10.3%
31	1284	10.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
24	6394	49.9%
25	3819	29.8%
28	1314	10.3%
31	1284	10.0%

Most occurring characters

Value	Count	Frequency (%)
2	11527	45.0%
4	6394	25.0%
5	3819	14.9%
8	1314	5.1%
3	1284	5.0%
1	1284	5.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25622	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	11527	45.0%
4	6394	25.0%
5	3819	14.9%
8	1314	5.1%
3	1284	5.0%
1	1284	5.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	25622	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	11527	45.0%
4	6394	25.0%
5	3819	14.9%
8	1314	5.1%
3	1284	5.0%
1	1284	5.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25622	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	11527	45.0%
4	6394	25.0%
5	3819	14.9%
8	1314	5.1%
3	1284	5.0%
1	1284	5.0%

ethnicity
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	100.2 KiB

2	10232
0	1295
1	1284

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	12811
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
2	10232	79.9%
0	1295	10.1%
1	1284	10.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	10232	79.9%
0	1295	10.1%
1	1284	10.0%

Most occurring characters

Value	Count	Frequency (%)
2	10232	79.9%
0	1295	10.1%
1	1284	10.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	12811	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	10232	79.9%
0	1295	10.1%
1	1284	10.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	12811	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	10232	79.9%
0	1295	10.1%
1	1284	10.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12811	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	10232	79.9%
0	1295	10.1%
1	1284	10.0%

gender
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	100.2 KiB

1	10236
0	2575

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	12811
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	10236	79.9%
0	2575	20.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	10236	79.9%
0	2575	20.1%

Most occurring characters

Value	Count	Frequency (%)
1	10236	79.9%
0	2575	20.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	12811	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	10236	79.9%
0	2575	20.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	12811	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	10236	79.9%
0	2575	20.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12811	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	10236	79.9%
0	2575	20.1%

	Alpha1	Alpha2	Attention	Beta1	Beta2	Delta	Gamma1	Gamma2	Mediation	Raw	SubjectID	Theta	VideoID	age	confused	ethnicity	gender	predefinedlabel
Alpha1	1.000	0.649	-0.252	0.625	0.574	0.600	0.546	0.457	-0.013	0.015	0.164	0.692	-0.001	0.056	0.084	0.069	0.050	0.011
Alpha2	0.649	1.000	-0.267	0.668	0.646	0.564	0.610	0.516	-0.065	0.033	0.192	0.655	0.018	0.077	0.080	0.077	0.035	0.017
Attention	-0.252	-0.267	1.000	-0.232	-0.172	-0.298	-0.228	-0.166	0.416	-0.057	-0.181	-0.374	0.128	0.188	0.178	0.181	0.105	0.072
Beta1	0.625	0.668	-0.232	1.000	0.674	0.510	0.648	0.644	-0.195	0.036	0.098	0.658	0.018	0.051	0.072	0.050	0.027	0.016
Beta2	0.574	0.646	-0.172	0.674	1.000	0.497	0.816	0.722	-0.294	0.031	0.210	0.601	0.005	0.105	0.012	0.070	0.044	0.095
Delta	0.600	0.564	-0.298	0.510	0.497	1.000	0.507	0.357	-0.167	0.018	0.252	0.695	-0.003	0.189	0.161	0.256	0.176	0.014
Gamma1	0.546	0.610	-0.228	0.648	0.816	0.507	1.000	0.785	-0.276	0.039	0.196	0.581	0.036	0.079	0.027	0.047	0.058	0.076
Gamma2	0.457	0.516	-0.166	0.644	0.722	0.357	0.785	1.000	-0.262	0.056	0.097	0.487	0.042	0.053	0.024	0.025	0.045	0.043
Mediation	-0.013	-0.065	0.416	-0.195	-0.294	-0.167	-0.276	-0.262	1.000	-0.045	-0.154	-0.274	0.034	0.209	0.079	0.179	0.103	0.041
Raw	0.015	0.033	-0.057	0.036	0.031	0.018	0.039	0.056	-0.045	1.000	0.009	0.020	-0.004	0.210	0.058	0.176	0.192	0.033
SubjectID	0.164	0.192	-0.181	0.098	0.210	0.252	0.196	0.097	-0.154	0.009	1.000	0.189	0.002	1.000	0.140	1.000	1.000	0.000
Theta	0.692	0.655	-0.374	0.658	0.601	0.695	0.581	0.487	-0.274	0.020	0.189	1.000	0.008	0.085	0.127	0.112	0.045	0.022
VideoID	-0.001	0.018	0.128	0.018	0.005	-0.003	0.036	0.042	0.034	-0.004	0.002	0.008	1.000	0.000	0.354	0.000	0.000	1.000
age	0.056	0.077	0.188	0.051	0.105	0.189	0.079	0.053	0.209	0.210	1.000	0.085	0.000	1.000	0.000	0.742	0.713	0.000
confused	0.084	0.080	0.178	0.072	0.012	0.161	0.027	0.024	0.079	0.058	0.140	0.127	0.354	0.000	1.000	0.047	0.014	0.021
ethnicity	0.069	0.077	0.181	0.050	0.070	0.256	0.047	0.025	0.179	0.176	1.000	0.112	0.000	0.742	0.047	1.000	0.252	0.000
gender	0.050	0.035	0.105	0.027	0.044	0.176	0.058	0.045	0.103	0.192	1.000	0.045	0.000	0.713	0.014	0.252	1.000	0.000
predefinedlabel	0.011	0.017	0.072	0.016	0.095	0.014	0.076	0.043	0.041	0.033	0.000	0.022	1.000	0.000	0.021	0.000	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	VideoID	Attention	Mediation	Raw	Delta	Theta	Alpha1	Alpha2	Beta1	Beta2	Gamma1	Gamma2	age	ethnicity	gender
0	8	56.0	43.0	278.0	301963.0	90612.0	33735.0	23991.0	27946.0	45097.0	33228.0	8293.0	25	2	1
1	8	40.0	35.0	-50.0	73787.0	28083.0	1439.0	2240.0	2746.0	3687.0	5293.0	2740.0	25	2	1
2	8	47.0	48.0	101.0	758353.0	383745.0	201999.0	62107.0	36293.0	130536.0	57243.0	25354.0	25	2	1
3	8	47.0	57.0	-5.0	2012240.0	129350.0	61236.0	17084.0	11488.0	62462.0	49960.0	33932.0	25	2	1
4	8	44.0	53.0	-8.0	1005145.0	354328.0	37102.0	88881.0	45307.0	99603.0	44790.0	29749.0	25	2	1
5	8	44.0	66.0	73.0	1786446.0	176766.0	59352.0	26157.0	15054.0	33669.0	33782.0	31750.0	25	2	1
6	8	43.0	69.0	130.0	635191.0	122446.0	90107.0	65072.0	36230.0	53019.0	62938.0	59307.0	25	2	1
7	8	40.0	61.0	-2.0	161098.0	12119.0	1963.0	809.0	1277.0	3186.0	3266.0	2518.0	25	2	1
8	8	43.0	69.0	17.0	492796.0	120998.0	63697.0	68242.0	10769.0	88403.0	73756.0	22676.0	25	2	1
9	8	47.0	69.0	-59.0	82048.0	116131.0	47317.0	26197.0	41642.0	28866.0	32551.0	41810.0	25	2	1

	SubjectID	VideoID	Attention	Mediation	Raw	Delta	Theta	Alpha1	Alpha2	Beta1	Beta2	Gamma1	Gamma2	predefinedlabel	age	ethnicity
12801	9	4	53.0	61.0	474.0	667793.0	14829.0	2344.0	9768.0	2393.0	7217.0	8036.0	951.0	1	24	2
12802	9	4	64.0	61.0	397.0	384069.0	44069.0	15317.0	17620.0	4313.0	53160.0	18216.0	1006.0	1	24	2
12803	9	4	51.0	63.0	-58.0	2045793.0	178968.0	151240.0	17596.0	22894.0	45205.0	17791.0	2711.0	1	24	2
12804	9	4	51.0	63.0	-45.0	46525.0	7099.0	1830.0	1882.0	279.0	1051.0	1674.0	89.0	1	24	2
12805	9	4	54.0	41.0	305.0	313623.0	53046.0	1403.0	5641.0	2010.0	13052.0	3209.0	519.0	1	24	2
12806	9	4	64.0	38.0	-39.0	127574.0	9951.0	709.0	21732.0	3872.0	39728.0	2598.0	960.0	1	24	2
12807	9	4	61.0	35.0	-275.0	323061.0	797464.0	153171.0	145805.0	39829.0	571280.0	36574.0	10010.0	1	24	2
12808	9	4	60.0	29.0	-426.0	680989.0	154296.0	40068.0	39122.0	10966.0	26975.0	20427.0	2024.0	1	24	2
12809	9	4	60.0	29.0	-84.0	366269.0	27346.0	11444.0	9932.0	1939.0	3283.0	12323.0	1764.0	1	24	2
12810	9	4	64.0	29.0	-49.0	1164555.0	1184366.0	50014.0	124208.0	10634.0	445383.0	22133.0	4482.0	1	24	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample